Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# !wget https://s3.amazonaws.com/video.udacity-data.com/topher/2018/November/5be7eb6f_processed-celeba-small/processed-celeba-small.zip

# # can comment out after executing
# !unzip processed-celeba-small.zip

Archive:  processed-celeba-small.zip
   creating: processed_celeba_small/
  inflating: processed_celeba_small/.DS_Store  
   creating: __MACOSX/processed_celeba_small/
  inflating: __MACOSX/processed_celeba_small/._.DS_Store  
   creating: processed_celeba_small/celeba/
  inflating: processed_celeba_small/celeba/.DS_Store  
   creating: __MACOSX/processed_celeba_small/celeba/
  inflating: __MACOSX/processed_celeba_small/celeba/._.DS_Store  
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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

import os
from torch.utils.data import DataLoader

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    # resize and normalize the images
    transform = transforms.Compose([transforms.Resize(image_size),
                                    transforms.ToTensor()])

    # get training and test directories
    image_path = './' + data_dir
    train_path = os.path.join(image_path, 'celeba')
    #test_path = os.path.join(train_path, 'New\ Folder\ With\ Items')

    # define datasets using ImageFolder
    train_dataset = datasets.ImageFolder(train_path, transform)
    #test_dataset = datasets.ImageFolder(test_path, transform)

    # create and return DataLoaders
    train_loader = DataLoader(dataset=train_dataset, batch_size=batch_size, shuffle=True)#, num_workers=num_workers)
    #test_loader = DataLoader(dataset=test_dataset, batch_size=batch_size, shuffle=False, num_workers=num_workers)

    return train_loader#, test_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 32
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    x = x * (max - min) + min
    return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9686)
Max:  tensor(0.9059)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

# helper conv function
def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.Conv2d(in_channels=in_channels, out_channels=out_channels, 
                           kernel_size=kernel_size, stride=stride, padding=padding, bias=False)
    
    layers.append(conv_layer)

    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)


class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()
        
        # complete init function
        self.conv_dim = conv_dim
        
        # 32x32 input
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False)
        # 16x16 out
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        # 8x8 ouit
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        # 4x4 out
        
        # final, fully-connected layer
        self.fc = nn.Linear(conv_dim*4*4*4, 1)
        
    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        
        # flatten
        out = out.view(-1, self.conv_dim*4*4*4)
        
        # final output layer
        out = self.fc(out)
        
        return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

# helper deconv function
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transposed-convolutional layer, with optional batch normalization.
    """
    # create a sequence of transpose + optional batch. norm layers
    layers = []
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels, 
                                              kernel_size, stride, padding, bias=False)
    # append transpose convolutional layer
    layers.append(transpose_conv_layer)
    
    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layers)


class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        
        # first, fully-connected layer
        self.fc = nn.Linear(z_size, conv_dim*4*4*4)
        
        # transpose conv layers
        self.t_conv1 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv2 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        
        # fully-connected + reshape
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*4, 4, 4) # (batch_sizse, depth, 4, 4)
        
        # hidden transpose conv layers + relu
        out = F.relu(self.t_conv1(out))
        out = F.relu(self.t_conv2(out))
        
        # last layer + tanh activation
        out = self.t_conv3(out)
        out = torch.tanh(out)
        
        return out

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

from torch.nn import init

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    mean = 0.0
    std_dev = 0.02
    
    # TODO: Apply initial weights to convolutional and linear layers
    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        init.normal_(m.weight.data, mean, std_dev)
        if hasattr(m, 'bias') and m.bias is not None:
            init.constant_(m.bias.data, 0.0)
        elif classname.find('BatchNorm2d') != -1:  # BatchNorm Layer's weight is not a matrix; only normal distribution applies.
            init.normal_(m.weight.data, 1.0, std_dev)
            init.constant_(m.bias.data, 0.0)
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 32
g_conv_dim = 32
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    labels = torch.ones(batch_size) # real labels = 1
    # move labels to GPU if available     
    if train_on_gpu:
        labels = labels.cuda()
    # binary cross entropy with logits loss
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

lr = 2e-4
beta1 = 0.5
beta2 = 0.999 # default value

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            
            # Train with real images
            
            # Compute the discriminator losses on real images
            if train_on_gpu:
                real_images = real_images.cuda()
                
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
            
            # Train with fake images
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            # move x to GPU, if available
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            
            # Compute the discriminator losses on fake images
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)
            
            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()
            
            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            
            # Train with fake images and flipped labels
            
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            
            # Compute the discriminator losseson fake images
            # using flipped labels!
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake) # use real loss to flip labels
            
            # perform backprop
            g_loss.backward()
            g_optimizer.step()
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 10

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   10] | d_loss: 1.6908 | g_loss: 0.8793
Epoch [    1/   10] | d_loss: 0.1980 | g_loss: 3.1777
Epoch [    1/   10] | d_loss: 0.1514 | g_loss: 3.0301
Epoch [    1/   10] | d_loss: 0.1006 | g_loss: 3.8436
Epoch [    1/   10] | d_loss: 0.2336 | g_loss: 3.9496
Epoch [    1/   10] | d_loss: 0.4208 | g_loss: 3.0676
Epoch [    1/   10] | d_loss: 0.5819 | g_loss: 1.7622
Epoch [    1/   10] | d_loss: 0.5785 | g_loss: 1.7072
Epoch [    1/   10] | d_loss: 0.7779 | g_loss: 1.2359
Epoch [    1/   10] | d_loss: 0.6980 | g_loss: 1.0031
Epoch [    1/   10] | d_loss: 0.6686 | g_loss: 1.1119
Epoch [    1/   10] | d_loss: 1.0583 | g_loss: 0.7132
Epoch [    1/   10] | d_loss: 0.4945 | g_loss: 2.3858
Epoch [    1/   10] | d_loss: 0.8061 | g_loss: 1.7550
Epoch [    1/   10] | d_loss: 0.8483 | g_loss: 1.7291
Epoch [    1/   10] | d_loss: 0.6710 | g_loss: 2.0393
Epoch [    1/   10] | d_loss: 0.9923 | g_loss: 1.7526
Epoch [    1/   10] | d_loss: 0.9778 | g_loss: 1.9480
Epoch [    1/   10] | d_loss: 0.8817 | g_loss: 1.1650
Epoch [    1/   10] | d_loss: 1.0111 | g_loss: 1.7199
Epoch [    1/   10] | d_loss: 1.1529 | g_loss: 0.9845
Epoch [    1/   10] | d_loss: 1.1884 | g_loss: 1.8753
Epoch [    1/   10] | d_loss: 0.9210 | g_loss: 1.3639
Epoch [    1/   10] | d_loss: 1.3259 | g_loss: 0.5898
Epoch [    1/   10] | d_loss: 1.1400 | g_loss: 0.8386
Epoch [    1/   10] | d_loss: 1.4488 | g_loss: 0.9170
Epoch [    1/   10] | d_loss: 1.2697 | g_loss: 1.1680
Epoch [    1/   10] | d_loss: 1.0602 | g_loss: 0.9992
Epoch [    1/   10] | d_loss: 1.2167 | g_loss: 1.2961
Epoch [    1/   10] | d_loss: 1.2752 | g_loss: 1.1687
Epoch [    1/   10] | d_loss: 0.8795 | g_loss: 1.3561
Epoch [    1/   10] | d_loss: 1.1952 | g_loss: 1.9256
Epoch [    1/   10] | d_loss: 0.9145 | g_loss: 1.2290
Epoch [    1/   10] | d_loss: 0.8643 | g_loss: 2.0855
Epoch [    1/   10] | d_loss: 0.9070 | g_loss: 1.4542
Epoch [    1/   10] | d_loss: 1.2599 | g_loss: 1.1125
Epoch [    2/   10] | d_loss: 0.9393 | g_loss: 1.3907
Epoch [    2/   10] | d_loss: 1.0651 | g_loss: 1.1723
Epoch [    2/   10] | d_loss: 1.4959 | g_loss: 0.8147
Epoch [    2/   10] | d_loss: 0.7143 | g_loss: 1.7463
Epoch [    2/   10] | d_loss: 0.9922 | g_loss: 1.3187
Epoch [    2/   10] | d_loss: 1.0362 | g_loss: 1.1429
Epoch [    2/   10] | d_loss: 0.9261 | g_loss: 1.3488
Epoch [    2/   10] | d_loss: 0.9098 | g_loss: 0.8392
Epoch [    2/   10] | d_loss: 0.8088 | g_loss: 1.6108
Epoch [    2/   10] | d_loss: 0.8787 | g_loss: 0.9297
Epoch [    2/   10] | d_loss: 1.3942 | g_loss: 1.0684
Epoch [    2/   10] | d_loss: 0.7941 | g_loss: 1.7632
Epoch [    2/   10] | d_loss: 0.8655 | g_loss: 1.7388
Epoch [    2/   10] | d_loss: 1.3321 | g_loss: 1.2366
Epoch [    2/   10] | d_loss: 1.0285 | g_loss: 1.5966
Epoch [    2/   10] | d_loss: 1.0006 | g_loss: 1.6078
Epoch [    2/   10] | d_loss: 1.0539 | g_loss: 1.6294
Epoch [    2/   10] | d_loss: 1.0142 | g_loss: 1.4314
Epoch [    2/   10] | d_loss: 0.9064 | g_loss: 1.4609
Epoch [    2/   10] | d_loss: 0.8509 | g_loss: 1.2576
Epoch [    2/   10] | d_loss: 0.9517 | g_loss: 1.2765
Epoch [    2/   10] | d_loss: 1.1542 | g_loss: 1.6741
Epoch [    2/   10] | d_loss: 0.6424 | g_loss: 2.6892
Epoch [    2/   10] | d_loss: 1.0307 | g_loss: 1.3850
Epoch [    2/   10] | d_loss: 0.8165 | g_loss: 1.3005
Epoch [    2/   10] | d_loss: 1.0155 | g_loss: 1.3773
Epoch [    2/   10] | d_loss: 0.9258 | g_loss: 1.2311
Epoch [    2/   10] | d_loss: 1.0511 | g_loss: 1.2334
Epoch [    2/   10] | d_loss: 0.6281 | g_loss: 1.8024
Epoch [    2/   10] | d_loss: 0.8799 | g_loss: 1.1931
Epoch [    2/   10] | d_loss: 1.0449 | g_loss: 1.2889
Epoch [    2/   10] | d_loss: 1.2586 | g_loss: 1.2462
Epoch [    2/   10] | d_loss: 0.6492 | g_loss: 1.9947
Epoch [    2/   10] | d_loss: 1.2629 | g_loss: 1.0169
Epoch [    2/   10] | d_loss: 0.9067 | g_loss: 1.0218
Epoch [    2/   10] | d_loss: 1.8880 | g_loss: 0.5133
Epoch [    3/   10] | d_loss: 0.6084 | g_loss: 1.8306
Epoch [    3/   10] | d_loss: 0.9423 | g_loss: 0.8418
Epoch [    3/   10] | d_loss: 1.1473 | g_loss: 1.0440
Epoch [    3/   10] | d_loss: 1.1207 | g_loss: 1.1812
Epoch [    3/   10] | d_loss: 1.1505 | g_loss: 1.0468
Epoch [    3/   10] | d_loss: 1.0716 | g_loss: 1.3032
Epoch [    3/   10] | d_loss: 1.1504 | g_loss: 1.3484
Epoch [    3/   10] | d_loss: 1.0607 | g_loss: 1.3755
Epoch [    3/   10] | d_loss: 0.5610 | g_loss: 1.4653
Epoch [    3/   10] | d_loss: 0.8085 | g_loss: 1.9809
Epoch [    3/   10] | d_loss: 0.6492 | g_loss: 1.8948
Epoch [    3/   10] | d_loss: 0.7105 | g_loss: 1.6916
Epoch [    3/   10] | d_loss: 0.7929 | g_loss: 1.3438
Epoch [    3/   10] | d_loss: 1.3627 | g_loss: 1.2252
Epoch [    3/   10] | d_loss: 0.8653 | g_loss: 0.8288
Epoch [    3/   10] | d_loss: 1.3548 | g_loss: 0.9374
Epoch [    3/   10] | d_loss: 0.8226 | g_loss: 1.1439
Epoch [    3/   10] | d_loss: 1.1941 | g_loss: 0.6965
Epoch [    3/   10] | d_loss: 0.8215 | g_loss: 1.2728
Epoch [    3/   10] | d_loss: 0.8755 | g_loss: 1.3854
Epoch [    3/   10] | d_loss: 1.0276 | g_loss: 1.2567
Epoch [    3/   10] | d_loss: 0.9359 | g_loss: 1.7243
Epoch [    3/   10] | d_loss: 0.6852 | g_loss: 1.9867
Epoch [    3/   10] | d_loss: 0.8696 | g_loss: 1.6038
Epoch [    3/   10] | d_loss: 1.7661 | g_loss: 2.8833
Epoch [    3/   10] | d_loss: 1.0516 | g_loss: 1.4509
Epoch [    3/   10] | d_loss: 0.7205 | g_loss: 1.3853
Epoch [    3/   10] | d_loss: 0.9914 | g_loss: 1.3634
Epoch [    3/   10] | d_loss: 0.8597 | g_loss: 1.5176
Epoch [    3/   10] | d_loss: 0.8288 | g_loss: 1.2145
Epoch [    3/   10] | d_loss: 0.7903 | g_loss: 2.4063
Epoch [    3/   10] | d_loss: 0.7224 | g_loss: 1.6617
Epoch [    3/   10] | d_loss: 0.7783 | g_loss: 1.5327
Epoch [    3/   10] | d_loss: 0.8557 | g_loss: 1.7284
Epoch [    3/   10] | d_loss: 1.2957 | g_loss: 1.8159
Epoch [    3/   10] | d_loss: 1.0508 | g_loss: 1.2656
Epoch [    4/   10] | d_loss: 0.8064 | g_loss: 1.4104
Epoch [    4/   10] | d_loss: 1.1011 | g_loss: 3.0725
Epoch [    4/   10] | d_loss: 0.9958 | g_loss: 2.5166
Epoch [    4/   10] | d_loss: 0.7692 | g_loss: 1.4729
Epoch [    4/   10] | d_loss: 0.7532 | g_loss: 2.2423
Epoch [    4/   10] | d_loss: 1.2418 | g_loss: 1.1292
Epoch [    4/   10] | d_loss: 1.1260 | g_loss: 0.8806
Epoch [    4/   10] | d_loss: 1.0053 | g_loss: 0.8344
Epoch [    4/   10] | d_loss: 0.6453 | g_loss: 1.5900
Epoch [    4/   10] | d_loss: 0.9056 | g_loss: 1.7393
Epoch [    4/   10] | d_loss: 0.7037 | g_loss: 2.2890
Epoch [    4/   10] | d_loss: 1.0296 | g_loss: 1.3237
Epoch [    4/   10] | d_loss: 1.2672 | g_loss: 1.0864
Epoch [    4/   10] | d_loss: 0.7842 | g_loss: 1.6959
Epoch [    4/   10] | d_loss: 1.3936 | g_loss: 1.8522
Epoch [    4/   10] | d_loss: 0.5465 | g_loss: 1.8729
Epoch [    4/   10] | d_loss: 1.3592 | g_loss: 0.6913
Epoch [    4/   10] | d_loss: 1.0120 | g_loss: 1.4549
Epoch [    4/   10] | d_loss: 0.7521 | g_loss: 2.1627
Epoch [    4/   10] | d_loss: 1.1035 | g_loss: 1.2910
Epoch [    4/   10] | d_loss: 1.1363 | g_loss: 0.9969
Epoch [    4/   10] | d_loss: 0.8875 | g_loss: 1.7023
Epoch [    4/   10] | d_loss: 0.8326 | g_loss: 1.9820
Epoch [    4/   10] | d_loss: 1.1993 | g_loss: 1.7115
Epoch [    4/   10] | d_loss: 0.5702 | g_loss: 1.8868
Epoch [    4/   10] | d_loss: 0.6494 | g_loss: 1.7475
Epoch [    4/   10] | d_loss: 0.8799 | g_loss: 1.0733
Epoch [    4/   10] | d_loss: 0.8595 | g_loss: 1.0426
Epoch [    4/   10] | d_loss: 0.5740 | g_loss: 1.5284
Epoch [    4/   10] | d_loss: 0.9645 | g_loss: 0.8015
Epoch [    4/   10] | d_loss: 0.7925 | g_loss: 1.5041
Epoch [    4/   10] | d_loss: 0.7670 | g_loss: 1.7122
Epoch [    4/   10] | d_loss: 0.6796 | g_loss: 1.3612
Epoch [    4/   10] | d_loss: 0.6248 | g_loss: 1.2243
Epoch [    4/   10] | d_loss: 0.5992 | g_loss: 2.0951
Epoch [    4/   10] | d_loss: 0.5012 | g_loss: 2.5646
Epoch [    5/   10] | d_loss: 0.7502 | g_loss: 2.3453
Epoch [    5/   10] | d_loss: 0.6536 | g_loss: 1.5744
Epoch [    5/   10] | d_loss: 0.7536 | g_loss: 1.5384
Epoch [    5/   10] | d_loss: 0.7453 | g_loss: 1.4799
Epoch [    5/   10] | d_loss: 0.6555 | g_loss: 1.3790
Epoch [    5/   10] | d_loss: 0.6651 | g_loss: 1.4740
Epoch [    5/   10] | d_loss: 0.6309 | g_loss: 1.5522
Epoch [    5/   10] | d_loss: 0.5236 | g_loss: 2.0774
Epoch [    5/   10] | d_loss: 0.7375 | g_loss: 1.5604
Epoch [    5/   10] | d_loss: 0.6896 | g_loss: 1.7893
Epoch [    5/   10] | d_loss: 0.9446 | g_loss: 1.3348
Epoch [    5/   10] | d_loss: 1.0134 | g_loss: 1.0286
Epoch [    5/   10] | d_loss: 0.4133 | g_loss: 2.4683
Epoch [    5/   10] | d_loss: 0.6466 | g_loss: 1.8241
Epoch [    5/   10] | d_loss: 0.8006 | g_loss: 1.6097
Epoch [    5/   10] | d_loss: 0.6380 | g_loss: 1.7896
Epoch [    5/   10] | d_loss: 0.6781 | g_loss: 1.2581
Epoch [    5/   10] | d_loss: 0.7749 | g_loss: 1.5515
Epoch [    5/   10] | d_loss: 0.5512 | g_loss: 1.2847
Epoch [    5/   10] | d_loss: 0.7448 | g_loss: 1.4161
Epoch [    5/   10] | d_loss: 0.4989 | g_loss: 1.9650
Epoch [    5/   10] | d_loss: 0.5720 | g_loss: 2.1011
Epoch [    5/   10] | d_loss: 1.2166 | g_loss: 0.9984
Epoch [    5/   10] | d_loss: 0.4725 | g_loss: 2.0763
Epoch [    5/   10] | d_loss: 0.9330 | g_loss: 1.0926
Epoch [    5/   10] | d_loss: 0.6298 | g_loss: 1.9576
Epoch [    5/   10] | d_loss: 1.3205 | g_loss: 0.7628
Epoch [    5/   10] | d_loss: 0.5683 | g_loss: 1.9357
Epoch [    5/   10] | d_loss: 0.9756 | g_loss: 1.1378
Epoch [    5/   10] | d_loss: 0.5166 | g_loss: 1.9567
Epoch [    5/   10] | d_loss: 0.6827 | g_loss: 0.7754
Epoch [    5/   10] | d_loss: 0.7582 | g_loss: 1.7738
Epoch [    5/   10] | d_loss: 0.3996 | g_loss: 1.8863
Epoch [    5/   10] | d_loss: 0.6872 | g_loss: 1.3214
Epoch [    5/   10] | d_loss: 0.5499 | g_loss: 1.6277
Epoch [    5/   10] | d_loss: 0.6413 | g_loss: 1.6335
Epoch [    6/   10] | d_loss: 0.6301 | g_loss: 1.6896
Epoch [    6/   10] | d_loss: 0.5121 | g_loss: 2.2533
Epoch [    6/   10] | d_loss: 0.5261 | g_loss: 1.6923
Epoch [    6/   10] | d_loss: 0.9217 | g_loss: 2.7586
Epoch [    6/   10] | d_loss: 1.0901 | g_loss: 2.7347
Epoch [    6/   10] | d_loss: 0.7265 | g_loss: 1.7655
Epoch [    6/   10] | d_loss: 0.7595 | g_loss: 2.9098
Epoch [    6/   10] | d_loss: 0.9421 | g_loss: 1.5106
Epoch [    6/   10] | d_loss: 1.1001 | g_loss: 2.0207
Epoch [    6/   10] | d_loss: 0.7104 | g_loss: 2.0331
Epoch [    6/   10] | d_loss: 0.4876 | g_loss: 1.9362
Epoch [    6/   10] | d_loss: 0.8340 | g_loss: 1.5035
Epoch [    6/   10] | d_loss: 0.7267 | g_loss: 0.9226
Epoch [    6/   10] | d_loss: 0.6797 | g_loss: 1.4145
Epoch [    6/   10] | d_loss: 1.0388 | g_loss: 0.6642
Epoch [    6/   10] | d_loss: 0.9954 | g_loss: 1.3427
Epoch [    6/   10] | d_loss: 1.4869 | g_loss: 2.6618
Epoch [    6/   10] | d_loss: 0.6294 | g_loss: 1.7091
Epoch [    6/   10] | d_loss: 0.7613 | g_loss: 1.2207
Epoch [    6/   10] | d_loss: 0.5041 | g_loss: 2.3284
Epoch [    6/   10] | d_loss: 0.6002 | g_loss: 1.4464
Epoch [    6/   10] | d_loss: 0.7794 | g_loss: 0.9161
Epoch [    6/   10] | d_loss: 0.6604 | g_loss: 1.0592
Epoch [    6/   10] | d_loss: 1.1184 | g_loss: 1.2773
Epoch [    6/   10] | d_loss: 0.5203 | g_loss: 2.2494
Epoch [    6/   10] | d_loss: 0.7334 | g_loss: 1.8446
Epoch [    6/   10] | d_loss: 1.0358 | g_loss: 1.9837
Epoch [    6/   10] | d_loss: 0.3961 | g_loss: 3.0422
Epoch [    6/   10] | d_loss: 0.8793 | g_loss: 1.7699
Epoch [    6/   10] | d_loss: 0.7464 | g_loss: 2.5775
Epoch [    6/   10] | d_loss: 0.7786 | g_loss: 1.0514
Epoch [    6/   10] | d_loss: 0.7123 | g_loss: 1.7836
Epoch [    6/   10] | d_loss: 0.6998 | g_loss: 1.2394
Epoch [    6/   10] | d_loss: 0.7232 | g_loss: 2.4654
Epoch [    6/   10] | d_loss: 0.4913 | g_loss: 2.3050
Epoch [    6/   10] | d_loss: 0.6525 | g_loss: 2.2223
Epoch [    7/   10] | d_loss: 0.5736 | g_loss: 2.9368
Epoch [    7/   10] | d_loss: 0.7519 | g_loss: 1.3794
Epoch [    7/   10] | d_loss: 0.8764 | g_loss: 1.5253
Epoch [    7/   10] | d_loss: 0.6441 | g_loss: 1.6234
Epoch [    7/   10] | d_loss: 0.9297 | g_loss: 2.8674
Epoch [    7/   10] | d_loss: 0.7309 | g_loss: 1.9954
Epoch [    7/   10] | d_loss: 0.6899 | g_loss: 1.0600
Epoch [    7/   10] | d_loss: 0.4838 | g_loss: 1.9147
Epoch [    7/   10] | d_loss: 0.7923 | g_loss: 1.7243
Epoch [    7/   10] | d_loss: 0.5872 | g_loss: 1.5417
Epoch [    7/   10] | d_loss: 0.5428 | g_loss: 1.2149
Epoch [    7/   10] | d_loss: 0.6636 | g_loss: 1.2447
Epoch [    7/   10] | d_loss: 0.9248 | g_loss: 3.2035
Epoch [    7/   10] | d_loss: 0.5372 | g_loss: 1.5616
Epoch [    7/   10] | d_loss: 0.7637 | g_loss: 2.0640
Epoch [    7/   10] | d_loss: 0.8263 | g_loss: 1.4277
Epoch [    7/   10] | d_loss: 0.5185 | g_loss: 1.9356
Epoch [    7/   10] | d_loss: 0.5654 | g_loss: 2.1958
Epoch [    7/   10] | d_loss: 1.0114 | g_loss: 1.2899
Epoch [    7/   10] | d_loss: 0.9508 | g_loss: 3.3351
Epoch [    7/   10] | d_loss: 0.6355 | g_loss: 1.4660
Epoch [    7/   10] | d_loss: 1.0152 | g_loss: 1.6222
Epoch [    7/   10] | d_loss: 0.7465 | g_loss: 2.4810
Epoch [    7/   10] | d_loss: 0.8475 | g_loss: 2.0096
Epoch [    7/   10] | d_loss: 1.0178 | g_loss: 2.0451
Epoch [    7/   10] | d_loss: 0.7142 | g_loss: 1.4757
Epoch [    7/   10] | d_loss: 0.5826 | g_loss: 1.7117
Epoch [    7/   10] | d_loss: 0.3386 | g_loss: 1.1039
Epoch [    7/   10] | d_loss: 0.5218 | g_loss: 1.8027
Epoch [    7/   10] | d_loss: 0.6681 | g_loss: 0.9371
Epoch [    7/   10] | d_loss: 0.4261 | g_loss: 2.6221
Epoch [    7/   10] | d_loss: 1.0962 | g_loss: 3.3583
Epoch [    7/   10] | d_loss: 0.6358 | g_loss: 1.8815
Epoch [    7/   10] | d_loss: 0.9212 | g_loss: 2.2159
Epoch [    7/   10] | d_loss: 0.4985 | g_loss: 2.3183
Epoch [    7/   10] | d_loss: 0.5224 | g_loss: 1.4183
Epoch [    8/   10] | d_loss: 0.5873 | g_loss: 2.1247
Epoch [    8/   10] | d_loss: 0.5379 | g_loss: 2.4792
Epoch [    8/   10] | d_loss: 0.8184 | g_loss: 1.4749
Epoch [    8/   10] | d_loss: 0.8424 | g_loss: 0.8403
Epoch [    8/   10] | d_loss: 0.8914 | g_loss: 3.0074
Epoch [    8/   10] | d_loss: 0.7496 | g_loss: 2.0921
Epoch [    8/   10] | d_loss: 0.5195 | g_loss: 2.6780
Epoch [    8/   10] | d_loss: 0.3873 | g_loss: 2.4259
Epoch [    8/   10] | d_loss: 0.7301 | g_loss: 1.2864
Epoch [    8/   10] | d_loss: 0.4715 | g_loss: 2.4134
Epoch [    8/   10] | d_loss: 0.9757 | g_loss: 3.4201
Epoch [    8/   10] | d_loss: 0.3566 | g_loss: 3.2952
Epoch [    8/   10] | d_loss: 0.5540 | g_loss: 1.5971
Epoch [    8/   10] | d_loss: 0.4374 | g_loss: 2.9302
Epoch [    8/   10] | d_loss: 0.6633 | g_loss: 2.0528
Epoch [    8/   10] | d_loss: 0.5955 | g_loss: 2.4132
Epoch [    8/   10] | d_loss: 0.7438 | g_loss: 2.4806
Epoch [    8/   10] | d_loss: 0.4005 | g_loss: 2.9087
Epoch [    8/   10] | d_loss: 0.7052 | g_loss: 3.4605
Epoch [    8/   10] | d_loss: 0.4026 | g_loss: 1.3689
Epoch [    8/   10] | d_loss: 0.9747 | g_loss: 4.9250
Epoch [    8/   10] | d_loss: 0.6757 | g_loss: 1.6074
Epoch [    8/   10] | d_loss: 1.0041 | g_loss: 1.5095
Epoch [    8/   10] | d_loss: 0.9421 | g_loss: 0.8541
Epoch [    8/   10] | d_loss: 0.4133 | g_loss: 1.3592
Epoch [    8/   10] | d_loss: 0.8276 | g_loss: 0.9698
Epoch [    8/   10] | d_loss: 0.7668 | g_loss: 1.4381
Epoch [    8/   10] | d_loss: 0.2589 | g_loss: 2.6015
Epoch [    8/   10] | d_loss: 0.8095 | g_loss: 2.2105
Epoch [    8/   10] | d_loss: 0.3657 | g_loss: 2.0056
Epoch [    8/   10] | d_loss: 0.3750 | g_loss: 2.7178
Epoch [    8/   10] | d_loss: 0.5042 | g_loss: 2.1119
Epoch [    8/   10] | d_loss: 0.5794 | g_loss: 2.8494
Epoch [    8/   10] | d_loss: 0.6666 | g_loss: 1.6832
Epoch [    8/   10] | d_loss: 0.4338 | g_loss: 2.0605
Epoch [    8/   10] | d_loss: 0.4503 | g_loss: 2.0787
Epoch [    9/   10] | d_loss: 0.9082 | g_loss: 0.2845
Epoch [    9/   10] | d_loss: 0.6257 | g_loss: 3.1982
Epoch [    9/   10] | d_loss: 0.6999 | g_loss: 1.7515
Epoch [    9/   10] | d_loss: 0.7107 | g_loss: 1.2110
Epoch [    9/   10] | d_loss: 0.5085 | g_loss: 1.2894
Epoch [    9/   10] | d_loss: 0.3076 | g_loss: 2.1027
Epoch [    9/   10] | d_loss: 0.4170 | g_loss: 2.9037
Epoch [    9/   10] | d_loss: 0.5771 | g_loss: 1.9998
Epoch [    9/   10] | d_loss: 0.3718 | g_loss: 2.4181
Epoch [    9/   10] | d_loss: 0.6162 | g_loss: 1.6116
Epoch [    9/   10] | d_loss: 0.5473 | g_loss: 2.3620
Epoch [    9/   10] | d_loss: 0.4432 | g_loss: 1.8631
Epoch [    9/   10] | d_loss: 0.6437 | g_loss: 2.0446
Epoch [    9/   10] | d_loss: 0.7440 | g_loss: 1.6499
Epoch [    9/   10] | d_loss: 0.4931 | g_loss: 1.7726
Epoch [    9/   10] | d_loss: 0.3432 | g_loss: 2.3598
Epoch [    9/   10] | d_loss: 0.4761 | g_loss: 3.0609
Epoch [    9/   10] | d_loss: 0.6461 | g_loss: 1.3267
Epoch [    9/   10] | d_loss: 0.3894 | g_loss: 3.6808
Epoch [    9/   10] | d_loss: 0.4521 | g_loss: 2.1348
Epoch [    9/   10] | d_loss: 0.3968 | g_loss: 3.6534
Epoch [    9/   10] | d_loss: 0.6509 | g_loss: 2.6346
Epoch [    9/   10] | d_loss: 0.4501 | g_loss: 2.6671
Epoch [    9/   10] | d_loss: 0.9065 | g_loss: 1.2309
Epoch [    9/   10] | d_loss: 0.6061 | g_loss: 2.0725
Epoch [    9/   10] | d_loss: 0.5492 | g_loss: 1.7682
Epoch [    9/   10] | d_loss: 0.5541 | g_loss: 4.5980
Epoch [    9/   10] | d_loss: 0.4430 | g_loss: 2.7173
Epoch [    9/   10] | d_loss: 0.9817 | g_loss: 3.2822
Epoch [    9/   10] | d_loss: 0.6701 | g_loss: 1.9134
Epoch [    9/   10] | d_loss: 0.5264 | g_loss: 2.3194
Epoch [    9/   10] | d_loss: 0.5218 | g_loss: 1.8984
Epoch [    9/   10] | d_loss: 0.5271 | g_loss: 3.1228
Epoch [    9/   10] | d_loss: 0.2696 | g_loss: 2.5532
Epoch [    9/   10] | d_loss: 0.3168 | g_loss: 2.9120
Epoch [    9/   10] | d_loss: 0.3353 | g_loss: 2.5682
Epoch [   10/   10] | d_loss: 0.6646 | g_loss: 1.7301
Epoch [   10/   10] | d_loss: 2.9324 | g_loss: 0.2768
Epoch [   10/   10] | d_loss: 0.3046 | g_loss: 2.5632
Epoch [   10/   10] | d_loss: 0.5668 | g_loss: 2.5757
Epoch [   10/   10] | d_loss: 0.3208 | g_loss: 1.7718
Epoch [   10/   10] | d_loss: 0.4101 | g_loss: 2.7735
Epoch [   10/   10] | d_loss: 0.5092 | g_loss: 2.3745
Epoch [   10/   10] | d_loss: 0.7764 | g_loss: 3.2786
Epoch [   10/   10] | d_loss: 0.2640 | g_loss: 1.9093
Epoch [   10/   10] | d_loss: 0.5449 | g_loss: 2.1994
Epoch [   10/   10] | d_loss: 0.4500 | g_loss: 2.7094
Epoch [   10/   10] | d_loss: 0.4793 | g_loss: 2.0924
Epoch [   10/   10] | d_loss: 0.4149 | g_loss: 2.2548
Epoch [   10/   10] | d_loss: 0.5771 | g_loss: 0.9462
Epoch [   10/   10] | d_loss: 0.3102 | g_loss: 2.6200
Epoch [   10/   10] | d_loss: 0.6293 | g_loss: 1.8587
Epoch [   10/   10] | d_loss: 1.2143 | g_loss: 1.4323
Epoch [   10/   10] | d_loss: 0.7223 | g_loss: 3.4676
Epoch [   10/   10] | d_loss: 0.7152 | g_loss: 3.6572
Epoch [   10/   10] | d_loss: 0.5006 | g_loss: 2.8049
Epoch [   10/   10] | d_loss: 0.3248 | g_loss: 1.6475
Epoch [   10/   10] | d_loss: 0.5235 | g_loss: 1.9587
Epoch [   10/   10] | d_loss: 0.5635 | g_loss: 3.3235
Epoch [   10/   10] | d_loss: 0.3084 | g_loss: 2.9200
Epoch [   10/   10] | d_loss: 0.3771 | g_loss: 3.2400
Epoch [   10/   10] | d_loss: 0.2834 | g_loss: 2.9775
Epoch [   10/   10] | d_loss: 0.7017 | g_loss: 1.2527
Epoch [   10/   10] | d_loss: 0.8275 | g_loss: 2.5621
Epoch [   10/   10] | d_loss: 0.9091 | g_loss: 2.5907
Epoch [   10/   10] | d_loss: 0.3222 | g_loss: 1.6528
Epoch [   10/   10] | d_loss: 0.2640 | g_loss: 2.7829
Epoch [   10/   10] | d_loss: 0.2664 | g_loss: 2.8162
Epoch [   10/   10] | d_loss: 0.2605 | g_loss: 2.8711
Epoch [   10/   10] | d_loss: 0.9958 | g_loss: 0.6104
Epoch [   10/   10] | d_loss: 0.6233 | g_loss: 1.1742
Epoch [   10/   10] | d_loss: 0.5953 | g_loss: 2.4154

/opt/conda/lib/python3.6/site-packages/torch/storage.py:34: FutureWarning: pickle support for Storage will be removed in 1.5. Use `torch.save` instead
  warnings.warn("pickle support for Storage will be removed in 1.5. Use `torch.save` instead", FutureWarning)

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f2c14ceb710>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell) Most of the resulting image is creepy, and I could observe two problems on the loss behavior during the training process. Af first, the loss of the generator does not decrease even with bigger epochs. It seems that the generator is under an underfit, and we may need to increase the size of the model. On the other hand, the loss of discriminator rises after the first few epochs, and this is a phenomenon of overfitting. So we may need to decrease the model size of the discriminator.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.